PinnedDr. Leon EversberginTowards Data ScienceHow to Use Hybrid Search for Better LLM RAG RetrievalBuilding an advanced local LLM RAG pipeline by combining dense embeddings with BM25Aug 114Aug 114
PinnedDr. Leon EversberginTowards Data ScienceHow to Use Re-Ranking for Better LLM RAG RetrievalBuilding an advanced local LLM RAG pipeline with two-step retrieval using open-source bi-encoders and cross-encodersMay 25May 25
Dr. Leon EversberginTowards Data ScienceHow to Improve LLM Responses With Better Sampling ParametersA deep dive into stochastic decoding with temperature, top_p, top_k, and min_pSep 26Sep 26
Dr. Leon EversberginTowards Data ScienceHow to Reduce Embedding Size and Increase RAG Retrieval SpeedFlexible text embedding with Matryoshka Representation Learning (MRL)May 26May 26
Dr. Leon EversberginTowards Data ScienceSafeguard Your LLM Chatbot With Llama Guard 2How to apply content moderation to your LLM’s inputs and outputs for a more responsible AI systemMay 13May 13
Dr. Leon EversberginTowards Data ScienceHow to Build a Local Open-Source LLM Chatbot With RAGTalking to PDF documents with Google’s Gemma-2b-it, LangChain, and StreamlitMar 3115Mar 3115
Dr. Leon EversberginTowards Data ScienceHow To Generate Synthetic Images For Object Detection TasksA step-by-step tutorial using Blender, Python, and 3D AssetsMar 84Mar 84
Dr. Leon EversberginTowards AISize Matters: How Big Is Too Big for An LLM?Compute-optimal large language models according to the Chinchilla paperFeb 242Feb 242
Dr. Leon EversberginTowards AIHow to Build Your Own LLM Coding Assistant With Code LlamaCreating a local LLM-chatbot with CodeLlama-7b-Instruct-hf and StreamlitFeb 146Feb 146
Dr. Leon EversberginTowards AIWhich Open-Source LLM Should You Choose in 2024?Since the 2017 paper “Attention Is All You Need” invented the Transformer architecture, natural language processing (NLP) has seen…Feb 67Feb 67